{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import numpy as np\n",
    "import pandas\n",
    "import matplotlib.pyplot as plt\n",
    "import h5py\n",
    "from torch.utils.data import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CeleADataset(Dataset):\n",
    "    def __init__(self, file) -> None:\n",
    "        self.file_object = h5py.File(file, 'r')\n",
    "        self.dataset = self.file_object['img_align_celeba']\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.dataset)\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        if index >= len(self.dataset):\n",
    "            raise IndexError()\n",
    "        img = np.array(self.dataset[str(index)+'.jpg'])\n",
    "        return torch.FloatTensor(img) / 255.0\n",
    "\n",
    "    def plot_image(self, index):\n",
    "        if index >= len(self.dataset):\n",
    "            raise IndexError()\n",
    "        plt.imshow(np.array(self.dataset[str(index)+'.jpg']), interpolation='none')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "celeba_dataset = CeleADataset('celeba_data/celeba_aligned_small.h5py')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "celeba_dataset.plot_image(43)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "celeba_dataset.plot_image(19999)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "class View(nn.Module):\n",
    "    def __init__(self, shape):\n",
    "        super().__init__()\n",
    "        self.shape = shape,\n",
    "\n",
    "    def forward(self, x):\n",
    "        return x.view(*self.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(116412,)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "View(218*178*3).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Discriminator(nn.Module):\n",
    "    \"\"\"鉴别器\"\"\"\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            View(218*178*3),\n",
    "            nn.Linear(3*218*178, 100),\n",
    "            nn.LeakyReLU(0.02),\n",
    "            nn.LayerNorm(100),\n",
    "            nn.Linear(100, 1),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "        # self.loss_function = nn.MSELoss()\n",
    "        self.loss_function = nn.BCELoss()\n",
    "\n",
    "        self.optimiser = torch.optim.Adam(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, inputs, targets):\n",
    "        outputs = self.forward(inputs)\n",
    "        loss = self.loss_function(outputs, targets)\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "        if self.counter % 2000 == 0:\n",
    "            print(f'counter: {self.counter}')\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_random_image(size):\n",
    "    return torch.rand(size)\n",
    "\n",
    "def generate_random_seed(size):\n",
    "    return torch.randn(size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%time\n",
    "D = Discriminator()\n",
    "for image_data_tensor in celeba_dataset:\n",
    "    D.train(image_data_tensor, torch.FloatTensor([1.0]))\n",
    "    D.train(generate_random_image((218,178,3)), torch.FloatTensor([0.0]))\n",
    "# need over 1 hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "D.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('ai')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "0cb0046d74bfb5a9fee6ebb85b9850d762e40d6b321d5d9a0aa0313eefa3c5b4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
